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Data drifts

Intelligent structure models can address data drift in certain cases, as in the following example. In this example, the sample data used to create the model contains the following text:

05967|2014-09-19|04:49:50.476|51.88.6.206|custid=83834785|cntry=Tanzania|city=Mtwango|movie={b1027374-6eec-4568-8af6-6c037d828c66|"Touch of Evil"}|paid=true
01357|2014-11-13|18:07:57.441|88.2.218.236|custid=41834772|movie={01924cd3-87f4-4492-b26c-268342e87eaf|"The Good, the Bad and the Ugly"}|paid=true
00873|2014-06-14|09:16:14.522|134.254.152.84|custid=58770178|movie={cd381236-53bd-4119-b2ce-315dae932782|"Donnie Darko"}|paid=true
02112|2015-01-29|20:40:37.210|105.107.203.34|custid=49774177|cntry=Colombia|city=Palmito|movie={ba1c48ed-d9ac-4bcb-be5d-cf3afbb61f04|"Lagaan: Once Upon a Time in India"}|paid=false
00408|2014-06-24|03:44:33.612|172.149.175.30|custid=29613035|cntry=Iran|city=Bastak|movie={3d022c51-f87f-487a-bc7f-1b9e5d138791|"The Shining"}|paid=false
03568|2015-01-07|11:36:50.52|82.81.202.22|custid=27515249|cntry=Philippines|city=Magallanes|movie={ad3ae2b4-496e-4f79-a6dd-202ec932e0ae|"Inglourious Basterds"}|paid=true

The input data that the model parses contains the following text:

0448|2015-04-07|01:50:5.35|27.248.247.174|custid=613068|cntry=Iran|city=SarÄ•b|movie={50fb37b-621-484e-a565-2b5c1cbdc43|"Network"}|paid=false|ua=Mozilla/5.0 (Windows NT 5.1)
02780|2014-12-28|08:14:58.685|17.2.236.233|custid=731|cntry=Greece|city=NÃ©a RÃ³da|movie={1876aea0-3cb5-4c7a-22f-d33f233210|"Full Metal Jacket"}|paid=true|ua=Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1)
03353|2015-04-20|21:02:40.532|143.48.11.171|custid=83736441|cntry=Russia|city=Mozhaysk|movie={67272f85-bfc-418a-82ea-a7c4ae6b028a|"Gangs of Wasseypur"}|paid=true|ua=Mozilla/5.0 (iPad; CPU OS 5_1 like Mac OS X)
04073|2014-10-25|15:33:03.442|87.235.48.100|custid=861028|cntry=Indonesia|city=Lamalera|movie={4a511f3-6367-4017-874e-50a46f5ea567|"Shutter Island"}|paid=false|ua=Mozilla/5.0 (X11; Linux x86_64)
02170|2015-02-1|23:36:40.271|25.14.204.46|custid=1240203|cntry=Albania|city=LukovÃ«|movie={2047efa-22c6-431c-87d4-ca73af1034|"The Grapes of Wrath"}|paid=false|ua=Mozilla/5.0 (Windows NT 6.1)

The input data contains additional data that isn't defined in the model. However, the model can parse this variation.

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